{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Decord Video Reader Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import sys, os\n",
    "sys.path.insert(0, os.path.abspath('../python'))\n",
    "import decord as de\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Take a simple example video here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# using cpu in this example\n",
    "ctx = de.cpu(0)\n",
    "# example video\n",
    "video = 'Javelin_standing_throw_drill.mkv'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Video Reader is super easy to use with pythonic way to access frames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Video frames #: 303\n",
      "First frame shape: (1080, 1920, 3)\n"
     ]
    }
   ],
   "source": [
    "vr = de.VideoReader(video)  # using default resolution\n",
    "print('Video frames #:', len(vr))\n",
    "print('First frame shape:', vr[0].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sometimes its useful to control frame shape when the raw frames are super high resolution\n",
    "\n",
    "We can utilize the libavfilter library to do frame resize for us"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frame shape: (480, 640, 3)\n"
     ]
    }
   ],
   "source": [
    "vr = de.VideoReader(video, width=640, height=480)\n",
    "print('Frame shape:', vr[0].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Random access can be plainfully slow, but decord use internal optimization to make sure we are not wasting a lot efforts here\n",
    "The returned frame is in DLPack compatible NDArray format(used in TVM for example for example), which can be converted to numpy array. \n",
    "\n",
    "There is a bridging system in decord which automatically converts all outputs to Deep Learning framework compatible arrays, e.g., MXNet, PyTorch, Tensorflow. But in the meantime you can always retrieve the numpy array."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "frame10 = vr[10].asnumpy()\n",
    "plt.imshow(frame10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Obtaining a bunch of frames all together is easy\n",
    "\n",
    "In a single call we obtain a lot of frames, with less python overhead!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(61, 480, 640, 3)\n"
     ]
    }
   ],
   "source": [
    "frames = vr.get_batch(range(0, len(vr) - 1, 5))\n",
    "print(frames.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Automatic rotation\n",
    "\n",
    "Automatic rotation based on video metadata (e.g., useful for iphone videos)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(568, 320, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rotated_video = \"../tests/test_data/video_90.mov\"\n",
    "vr = de.VideoReader(rotated_video)\n",
    "frame = vr[0].asnumpy()\n",
    "print(frame.shape)\n",
    "plt.imshow(frame)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "3.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2\n",
    "cap = cv2.VideoCapture(rotated_video)\n",
    "frame = cv2.cvtColor(cap.read()[1], cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(frame)\n",
    "plt.show()\n",
    "cap.get(cv2.CAP_PROP_FRAME_COUNT)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Or if you like OpenCV style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# seek to start\n",
    "vr.seek(0)\n",
    "# get next frame\n",
    "next_frame = vr.next()\n",
    "from functools import reduce\n",
    "assert reduce(lambda x, y: x*y, next_frame.shape) > 1\n",
    "# skip 100 frames\n",
    "vr.skip_frames(100)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
